He tapped his foot impatiently against the floor, a nervous rhythm that echoed in the silent apartment. The fluorescent lights buzzed overhead, adding to the feeling of unease. He couldn’t concentrate on the book he was supposed to be reading. He felt like he wanted to be somewhere else. He needed to feel like he was *doing* something.

He tossed the book aside and rose to his feet. He began to pace, his mind racing. He needed a break from the monotony, a distraction from the constant pressure of work. He thought about a dog.

He pictured the joyful chaos of a puppy, the endless energy, the unwavering devotion. A small animal, for some love and companionship. He started his search, ignoring the voice of his roommate, who'd said they weren't getting a pet.

Emotion: restless

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.51 Negative
PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion restless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 restless stories, after denoising with neutral dialogue baselines, produces the restless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the restless vector is projected through the unembedding matrix.

Promoted:
own0.485
0.363
S0.333
tìm0.316
destination0.272
Suppressed:
B-0.421
заслу-0.297
টুকু-0.211
arada-0.204
background-0.202